mlsanityData to 14 Oct 2026

Demo: ViolentUTF as An Accessible Platform for Generative AI Red Teaming

arXiv 2504.10603 ↗First posted 14 Apr 2025cs.CRcited by 0

On the map: LLM safety and security → Prompt injection and agent security

Abstract (arXiv)

The rapid integration of Generative AI (GenAI) into various applications necessitates robust risk management strategies which includes Red Teaming (RT) - an evaluation method for simulating adversarial attacks. Unfortunately, RT for GenAI is often hindered by technical complexity, lack of user-friendly interfaces, and inadequate reporting features. This paper introduces Violent UTF - an accessible, modular, and scalable platform for GenAI red teaming. Through intuitive interfaces (Web GUI, CLI, API, MCP) powered by LLMs and for LLMs, Violent UTF aims to empower non-technical domain experts and students alongside technical experts, facilitate comprehensive security evaluation by unifying capabilities from RT frameworks like Microsoft PyRIT, Nvidia Garak and its own specialized evaluators. ViolentUTF is being used for evaluating the robustness of a flagship LLM-based product in a large US Government department. It also demonstrates effectiveness in evaluating LLMs' cross-domain reasoning capability between cybersecurity and behavioral psychology.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Placed in Prompt injection and agent security, one of 12 directions in LLM safety and security. Builds on 4 of its 15 references that are in the map. First posted on arXiv 14 Apr 2025.

Builds on

4 of 15 references.

Closest ancestors · 2

Same direction, newest first

  1. 2024HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal6 Feb
  2. 2022Red Teaming Language Models with Language Models7 Feb

Other references · 2

  1. 2021Ethical and social risks of harm from Language Modelscited by 966
  2. 2024Ollabench: Evaluating LLMs' Reasoning for Human-centric Interdependent Cybersecuritycited by 2

Built on by

Not cited yet.

Similar, not cited

Close in wording, no citation either way

  1. 2024PyRIT: A Framework for Security Risk Identification and Red Teaming in Generative AI System
  2. 2024Attack Atlas: A Practitioner's Perspective on Challenges and Pitfalls in Red Teaming GenAI
  3. 2026Red Teaming LLMs as Socio-Technical Practice: From Exploration and Data Creation to Evaluation
  4. 2024Red-Teaming for Generative AI: Silver Bullet or Security Theater?
  5. 2025Building Safe GenAI Applications: An End-to-End Overview of Red Teaming for Large Language Models
  6. 2025Red Teaming AI Red Teaming
  7. 2025Lessons From Red Teaming 100 Generative AI Products
  8. 2024Automated Red Teaming with GOAT: the Generative Offensive Agent Tester